Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 55314 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 9.9 MiB |
| Average record size in memory | 188.0 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 19 |
| Text | 1 |
season has constant value "" | Constant |
club_id is highly overall correlated with league_id and 2 other fields | High correlation |
league_id is highly overall correlated with club_id and 3 other fields | High correlation |
cohort_season is highly overall correlated with club_id and 2 other fields | High correlation |
avg_stars_top_11_players is highly overall correlated with league_id and 8 other fields | High correlation |
avg_stars_top_14_players is highly overall correlated with league_id and 8 other fields | High correlation |
days_active_last_28_days is highly overall correlated with avg_stars_top_11_players and 9 other fields | High correlation |
league_match_watched_count_last_28_days is highly overall correlated with avg_stars_top_11_players and 9 other fields | High correlation |
session_count_last_28_days is highly overall correlated with avg_stars_top_11_players and 9 other fields | High correlation |
playtime_last_28_days is highly overall correlated with avg_stars_top_11_players and 9 other fields | High correlation |
league_match_won_count_last_28_days is highly overall correlated with days_active_last_28_days and 4 other fields | High correlation |
training_count_last_28_days is highly overall correlated with avg_stars_top_11_players and 9 other fields | High correlation |
global_competition_level is highly overall correlated with club_id and 9 other fields | High correlation |
tokens_spent_last_28_days is highly overall correlated with avg_stars_top_11_players and 7 other fields | High correlation |
rests_stash is highly overall correlated with morale_boosters_stash | High correlation |
morale_boosters_stash is highly overall correlated with rests_stash | High correlation |
league_rank is highly overall correlated with days_active_last_28_days and 4 other fields | High correlation |
registration_platform_specific is highly imbalanced (51.4%) | Imbalance |
tokens_spent_last_28_days is highly skewed (γ1 = 75.32770805) | Skewed |
tokens_stash is highly skewed (γ1 = 230.8711493) | Skewed |
club_id has unique values | Unique |
avg_training_factor_top_11_players has unique values | Unique |
days_active_last_28_days has 13005 (23.5%) zeros | Zeros |
league_match_watched_count_last_28_days has 29504 (53.3%) zeros | Zeros |
session_count_last_28_days has 13029 (23.6%) zeros | Zeros |
playtime_last_28_days has 13029 (23.6%) zeros | Zeros |
training_count_last_28_days has 19207 (34.7%) zeros | Zeros |
global_competition_level has 17551 (31.7%) zeros | Zeros |
tokens_spent_last_28_days has 18799 (34.0%) zeros | Zeros |
tokens_stash has 1087 (2.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-11-19 15:54:47.701388 |
|---|---|
| Analysis finished | 2023-11-19 15:57:50.107456 |
| Duration | 3 minutes and 2.41 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
season
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 432.3 KiB |
| 173 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 165942 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 173 |
|---|---|
| 2nd row | 173 |
| 3rd row | 173 |
| 4th row | 173 |
| 5th row | 173 |
Common Values
| Value | Count | Frequency (%) |
| 173 | 55314 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 173 | 55314 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 55314 | |
| 7 | 55314 | |
| 3 | 55314 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 165942 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 55314 | |
| 7 | 55314 | |
| 3 | 55314 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 165942 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 55314 | |
| 7 | 55314 | |
| 3 | 55314 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 165942 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 55314 | |
| 7 | 55314 | |
| 3 | 55314 |
club_id
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 55314 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12109765 |
| Minimum | 275 |
|---|---|
| Maximum | 14514770 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 275 |
|---|---|
| 5-th percentile | 5993755.9 |
| Q1 | 11511047 |
| median | 13928216 |
| Q3 | 14244540 |
| 95-th percentile | 14409146 |
| Maximum | 14514770 |
| Range | 14514495 |
| Interquartile range (IQR) | 2733492.5 |
Descriptive statistics
| Standard deviation | 3384016.2 |
|---|---|
| Coefficient of variation (CV) | 0.27944523 |
| Kurtosis | 1.6704162 |
| Mean | 12109765 |
| Median Absolute Deviation (MAD) | 439454.5 |
| Skewness | -1.6330064 |
| Sum | 6.6983956 × 1011 |
| Variance | 1.1451566 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6042825 | 1 | < 0.1% |
| 14347346 | 1 | < 0.1% |
| 6044120 | 1 | < 0.1% |
| 13607777 | 1 | < 0.1% |
| 14195413 | 1 | < 0.1% |
| 13991054 | 1 | < 0.1% |
| 11852863 | 1 | < 0.1% |
| 14166575 | 1 | < 0.1% |
| 6032412 | 1 | < 0.1% |
| 13712821 | 1 | < 0.1% |
| Other values (55304) | 55304 |
| Value | Count | Frequency (%) |
| 275 | 1 | |
| 16371 | 1 | |
| 22726 | 1 | |
| 27248 | 1 | |
| 43766 | 1 | |
| 48258 | 1 | |
| 68761 | 1 | |
| 110893 | 1 | |
| 120096 | 1 | |
| 121182 | 1 |
| Value | Count | Frequency (%) |
| 14514770 | 1 | |
| 14514423 | 1 | |
| 14514347 | 1 | |
| 14513703 | 1 | |
| 14513382 | 1 | |
| 14513043 | 1 | |
| 14513001 | 1 | |
| 14512908 | 1 | |
| 14512802 | 1 | |
| 14512708 | 1 |
league_id
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 3951 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2909804.2 |
| Minimum | 2904743 |
|---|---|
| Maximum | 2912940 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 2904743 |
|---|---|
| 5-th percentile | 2906496 |
| Q1 | 2907961 |
| median | 2910038 |
| Q3 | 2911697 |
| 95-th percentile | 2912729 |
| Maximum | 2912940 |
| Range | 8197 |
| Interquartile range (IQR) | 3736 |
Descriptive statistics
| Standard deviation | 2102.1399 |
|---|---|
| Coefficient of variation (CV) | 0.00072243346 |
| Kurtosis | -1.2026611 |
| Mean | 2909804.2 |
| Median Absolute Deviation (MAD) | 1825 |
| Skewness | -0.22744403 |
| Sum | 1.6095291 × 1011 |
| Variance | 4418992.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2912348 | 14 | < 0.1% |
| 2908518 | 14 | < 0.1% |
| 2912576 | 14 | < 0.1% |
| 2910101 | 14 | < 0.1% |
| 2911527 | 14 | < 0.1% |
| 2911848 | 14 | < 0.1% |
| 2907339 | 14 | < 0.1% |
| 2911991 | 14 | < 0.1% |
| 2912455 | 14 | < 0.1% |
| 2912312 | 14 | < 0.1% |
| Other values (3941) | 55174 |
| Value | Count | Frequency (%) |
| 2904743 | 14 | |
| 2904844 | 14 | |
| 2904897 | 14 | |
| 2904917 | 14 | |
| 2905007 | 14 | |
| 2905169 | 14 | |
| 2905175 | 14 | |
| 2905181 | 14 | |
| 2905225 | 14 | |
| 2905228 | 14 |
| Value | Count | Frequency (%) |
| 2912940 | 14 | |
| 2912939 | 14 | |
| 2912938 | 14 | |
| 2912936 | 14 | |
| 2912935 | 14 | |
| 2912934 | 14 | |
| 2912933 | 14 | |
| 2912932 | 14 | |
| 2912931 | 14 | |
| 2912930 | 14 |
dynamic_payment_segment
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 432.3 KiB |
| 0) NonPayer | |
|---|---|
| 2) Minnow | |
| 1) ExPayer | |
| 3) Dolphin | 1854 |
| 4) Whale | 545 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.627436 |
| Min length | 8 |
Characters and Unicode
| Total characters | 587846 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2) Minnow |
|---|---|
| 2nd row | 2) Minnow |
| 3rd row | 4) Whale |
| 4th row | 0) NonPayer |
| 5th row | 0) NonPayer |
Common Values
| Value | Count | Frequency (%) |
| 0) NonPayer | 41843 | |
| 2) Minnow | 6047 | 10.9% |
| 1) ExPayer | 5025 | 9.1% |
| 3) Dolphin | 1854 | 3.4% |
| 4) Whale | 545 | 1.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 41843 | |
| nonpayer | 41843 | |
| 2 | 6047 | 5.5% |
| minnow | 6047 | 5.5% |
| 1 | 5025 | 4.5% |
| expayer | 5025 | 4.5% |
| 3 | 1854 | 1.7% |
| dolphin | 1854 | 1.7% |
| 4 | 545 | 0.5% |
| whale | 545 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 55791 | |
| 55314 | ||
| ) | 55314 | |
| o | 49744 | |
| a | 47413 | |
| e | 47413 | |
| P | 46868 | |
| y | 46868 | |
| r | 46868 | |
| 0 | 41843 | |
| Other values (15) | 94410 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 319722 | |
| Uppercase Letter | 102182 | 17.4% |
| Space Separator | 55314 | 9.4% |
| Close Punctuation | 55314 | 9.4% |
| Decimal Number | 55314 | 9.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 55791 | |
| o | 49744 | |
| a | 47413 | |
| e | 47413 | |
| y | 46868 | |
| r | 46868 | |
| i | 7901 | 2.5% |
| w | 6047 | 1.9% |
| x | 5025 | 1.6% |
| l | 2399 | 0.8% |
| Other values (2) | 4253 | 1.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 46868 | |
| N | 41843 | |
| M | 6047 | 5.9% |
| E | 5025 | 4.9% |
| D | 1854 | 1.8% |
| W | 545 | 0.5% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 41843 | |
| 2 | 6047 | 10.9% |
| 1 | 5025 | 9.1% |
| 3 | 1854 | 3.4% |
| 4 | 545 | 1.0% |
Space Separator
| Value | Count | Frequency (%) |
| 55314 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 55314 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 421904 | |
| Common | 165942 | 28.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 55791 | |
| o | 49744 | |
| a | 47413 | |
| e | 47413 | |
| P | 46868 | |
| y | 46868 | |
| r | 46868 | |
| N | 41843 | |
| i | 7901 | 1.9% |
| w | 6047 | 1.4% |
| Other values (8) | 25148 |
Common
| Value | Count | Frequency (%) |
| 55314 | ||
| ) | 55314 | |
| 0 | 41843 | |
| 2 | 6047 | 3.6% |
| 1 | 5025 | 3.0% |
| 3 | 1854 | 1.1% |
| 4 | 545 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 587846 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 55791 | |
| 55314 | ||
| ) | 55314 | |
| o | 49744 | |
| a | 47413 | |
| e | 47413 | |
| P | 46868 | |
| y | 46868 | |
| r | 46868 | |
| 0 | 41843 | |
| Other values (15) | 94410 |
cohort_season
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 172 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.409372 |
| Minimum | 1 |
|---|---|
| Maximum | 172 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 17 |
| 95-th percentile | 135 |
| Maximum | 172 |
| Range | 171 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 42.009274 |
|---|---|
| Coefficient of variation (CV) | 1.7945494 |
| Kurtosis | 3.2492578 |
| Mean | 23.409372 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.1340015 |
| Sum | 1294866 |
| Variance | 1764.7791 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 12333 | |
| 1 | 8529 | |
| 3 | 6409 | 11.6% |
| 4 | 3320 | 6.0% |
| 5 | 2014 | 3.6% |
| 6 | 1452 | 2.6% |
| 7 | 1204 | 2.2% |
| 8 | 1020 | 1.8% |
| 11 | 817 | 1.5% |
| 12 | 801 | 1.4% |
| Other values (162) | 17415 |
| Value | Count | Frequency (%) |
| 1 | 8529 | |
| 2 | 12333 | |
| 3 | 6409 | |
| 4 | 3320 | 6.0% |
| 5 | 2014 | 3.6% |
| 6 | 1452 | 2.6% |
| 7 | 1204 | 2.2% |
| 8 | 1020 | 1.8% |
| 9 | 793 | 1.4% |
| 10 | 713 | 1.3% |
| Value | Count | Frequency (%) |
| 172 | 27 | < 0.1% |
| 171 | 32 | 0.1% |
| 170 | 49 | |
| 169 | 46 | |
| 168 | 23 | < 0.1% |
| 167 | 58 | |
| 166 | 100 | |
| 165 | 50 | |
| 164 | 45 | |
| 163 | 66 |
avg_age_top_11_players
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.718661 |
| Minimum | 18 |
|---|---|
| Maximum | 33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 22 |
| median | 23 |
| Q3 | 25 |
| 95-th percentile | 28 |
| Maximum | 33 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.2062402 |
|---|---|
| Coefficient of variation (CV) | 0.093017065 |
| Kurtosis | 1.8597279 |
| Mean | 23.718661 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.96748057 |
| Sum | 1311974 |
| Variance | 4.8674959 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23 | 11528 | |
| 24 | 10856 | |
| 22 | 9102 | |
| 25 | 7455 | |
| 21 | 5023 | |
| 26 | 4028 | 7.3% |
| 27 | 2091 | 3.8% |
| 20 | 1851 | 3.3% |
| 28 | 1079 | 2.0% |
| 29 | 627 | 1.1% |
| Other values (6) | 1674 | 3.0% |
| Value | Count | Frequency (%) |
| 18 | 16 | < 0.1% |
| 19 | 345 | 0.6% |
| 20 | 1851 | 3.3% |
| 21 | 5023 | |
| 22 | 9102 | |
| 23 | 11528 | |
| 24 | 10856 | |
| 25 | 7455 | |
| 26 | 4028 | 7.3% |
| 27 | 2091 | 3.8% |
| Value | Count | Frequency (%) |
| 33 | 165 | 0.3% |
| 32 | 254 | 0.5% |
| 31 | 348 | 0.6% |
| 30 | 546 | 1.0% |
| 29 | 627 | 1.1% |
| 28 | 1079 | 2.0% |
| 27 | 2091 | 3.8% |
| 26 | 4028 | 7.3% |
| 25 | 7455 | |
| 24 | 10856 |
avg_stars_top_11_players
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 55260 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5335157 |
| Minimum | 1.451697 |
|---|---|
| Maximum | 23.716073 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 1.451697 |
|---|---|
| 5-th percentile | 2.7761788 |
| Q1 | 3.6911364 |
| median | 4.4813758 |
| Q3 | 5.2173939 |
| 95-th percentile | 6.6650405 |
| Maximum | 23.716073 |
| Range | 22.264376 |
| Interquartile range (IQR) | 1.5262575 |
Descriptive statistics
| Standard deviation | 1.2047528 |
|---|---|
| Coefficient of variation (CV) | 0.26574361 |
| Kurtosis | 2.7556137 |
| Mean | 4.5335157 |
| Median Absolute Deviation (MAD) | 0.76335147 |
| Skewness | 0.69560239 |
| Sum | 250766.89 |
| Variance | 1.4514294 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.277163632 | 2 | < 0.1% |
| 4.377672734 | 2 | < 0.1% |
| 4.429527255 | 2 | < 0.1% |
| 4.627006115 | 2 | < 0.1% |
| 4.370133316 | 2 | < 0.1% |
| 3.710533318 | 2 | < 0.1% |
| 4.577648519 | 2 | < 0.1% |
| 4.841284864 | 2 | < 0.1% |
| 3.749309091 | 2 | < 0.1% |
| 2.775151512 | 2 | < 0.1% |
| Other values (55250) | 55294 |
| Value | Count | Frequency (%) |
| 1.451696972 | 1 | |
| 1.831236363 | 1 | |
| 1.854957567 | 1 | |
| 1.865236365 | 1 | |
| 1.876206067 | 1 | |
| 1.896557572 | 1 | |
| 1.899745441 | 1 | |
| 1.901660603 | 1 | |
| 1.904569691 | 1 | |
| 1.906545455 | 1 |
| Value | Count | Frequency (%) |
| 23.71607281 | 1 | |
| 20.13309084 | 1 | |
| 17.55141809 | 1 | |
| 16.25966042 | 1 | |
| 14.95066665 | 1 | |
| 14.65561202 | 1 | |
| 14.54728492 | 1 | |
| 13.11088482 | 1 | |
| 11.32044811 | 1 | |
| 11.10578199 | 1 |
avg_stars_top_14_players
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 55282 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3447756 |
| Minimum | 1.3549048 |
|---|---|
| Maximum | 20.434876 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 1.3549048 |
|---|---|
| 5-th percentile | 2.6438814 |
| Q1 | 3.5000619 |
| median | 4.3115905 |
| Q3 | 5.0217262 |
| 95-th percentile | 6.4125831 |
| Maximum | 20.434876 |
| Range | 19.079971 |
| Interquartile range (IQR) | 1.5216643 |
Descriptive statistics
| Standard deviation | 1.1770682 |
|---|---|
| Coefficient of variation (CV) | 0.27091575 |
| Kurtosis | 1.8476815 |
| Mean | 4.3447756 |
| Median Absolute Deviation (MAD) | 0.75753812 |
| Skewness | 0.62752189 |
| Sum | 240326.92 |
| Variance | 1.3854894 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.127152376 | 2 | < 0.1% |
| 2.958314287 | 2 | < 0.1% |
| 3.725733316 | 2 | < 0.1% |
| 4.907609544 | 2 | < 0.1% |
| 2.837742855 | 2 | < 0.1% |
| 2.683171424 | 2 | < 0.1% |
| 3.900600006 | 2 | < 0.1% |
| 4.866428586 | 2 | < 0.1% |
| 4.236361914 | 2 | < 0.1% |
| 2.791199997 | 2 | < 0.1% |
| Other values (55272) | 55294 |
| Value | Count | Frequency (%) |
| 1.354904763 | 1 | |
| 1.717933317 | 1 | |
| 1.746590481 | 1 | |
| 1.752380952 | 1 | |
| 1.758390477 | 1 | |
| 1.762361903 | 1 | |
| 1.768742851 | 1 | |
| 1.769571429 | 1 | |
| 1.778276186 | 1 | |
| 1.793047624 | 1 |
| Value | Count | Frequency (%) |
| 20.43487619 | 1 | |
| 17.90579995 | 1 | |
| 15.90664743 | 1 | |
| 14.71906657 | 1 | |
| 14.43303814 | 1 | |
| 13.66381894 | 1 | |
| 12.56584757 | 1 | |
| 12.42757141 | 1 | |
| 10.80125686 | 1 | |
| 10.51113339 | 1 |
avg_training_factor_top_11_players
Real number (ℝ)
UNIQUE 
| Distinct | 55314 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.58437182 |
| Minimum | -1.2877365 |
|---|---|
| Maximum | 5.1644943 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 132 |
| Negative (%) | 0.2% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | -1.2877365 |
|---|---|
| 5-th percentile | 0.39617839 |
| Q1 | 0.47957092 |
| median | 0.56115796 |
| Q3 | 0.64817985 |
| 95-th percentile | 0.90088122 |
| Maximum | 5.1644943 |
| Range | 6.4522308 |
| Interquartile range (IQR) | 0.16860893 |
Descriptive statistics
| Standard deviation | 0.17808997 |
|---|---|
| Coefficient of variation (CV) | 0.30475455 |
| Kurtosis | 39.805591 |
| Mean | 0.58437182 |
| Median Absolute Deviation (MAD) | 0.083941911 |
| Skewness | 3.1056679 |
| Sum | 32323.943 |
| Variance | 0.031716038 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.778801246 | 1 | < 0.1% |
| 0.4269814922 | 1 | < 0.1% |
| 0.5223622933 | 1 | < 0.1% |
| 0.7602145878 | 1 | < 0.1% |
| 0.514817867 | 1 | < 0.1% |
| 0.6951656966 | 1 | < 0.1% |
| 0.6121318988 | 1 | < 0.1% |
| 0.4347173591 | 1 | < 0.1% |
| 0.438736348 | 1 | < 0.1% |
| 0.5855279554 | 1 | < 0.1% |
| Other values (55304) | 55304 |
| Value | Count | Frequency (%) |
| -1.287736497 | 1 | |
| -0.8862160754 | 1 | |
| -0.8436819335 | 1 | |
| -0.8364241275 | 1 | |
| -0.7575517528 | 1 | |
| -0.7369245558 | 1 | |
| -0.7369205118 | 1 | |
| -0.7149970649 | 1 | |
| -0.6670450834 | 1 | |
| -0.6630123572 | 1 |
| Value | Count | Frequency (%) |
| 5.164494312 | 1 | |
| 4.834535193 | 1 | |
| 3.999635499 | 1 | |
| 3.875257411 | 1 | |
| 3.562516136 | 1 | |
| 3.550029568 | 1 | |
| 3.364479495 | 1 | |
| 3.311070816 | 1 | |
| 3.253493218 | 1 | |
| 3.182084713 | 1 |
days_active_last_28_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.357089 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 13005 |
| Zeros (%) | 23.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 7 |
| Q3 | 27 |
| 95-th percentile | 28 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 11.849102 |
|---|---|
| Coefficient of variation (CV) | 0.95889109 |
| Kurtosis | -1.7083818 |
| Mean | 12.357089 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.27544921 |
| Sum | 683520 |
| Variance | 140.40122 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13005 | |
| 28 | 11952 | |
| 1 | 5064 | 9.2% |
| 2 | 2961 | 5.4% |
| 27 | 2603 | 4.7% |
| 3 | 1993 | 3.6% |
| 26 | 1551 | 2.8% |
| 4 | 1529 | 2.8% |
| 5 | 1224 | 2.2% |
| 25 | 1157 | 2.1% |
| Other values (19) | 12275 |
| Value | Count | Frequency (%) |
| 0 | 13005 | |
| 1 | 5064 | 9.2% |
| 2 | 2961 | 5.4% |
| 3 | 1993 | 3.6% |
| 4 | 1529 | 2.8% |
| 5 | 1224 | 2.2% |
| 6 | 1017 | 1.8% |
| 7 | 872 | 1.6% |
| 8 | 790 | 1.4% |
| 9 | 732 | 1.3% |
| Value | Count | Frequency (%) |
| 28 | 11952 | |
| 27 | 2603 | 4.7% |
| 26 | 1551 | 2.8% |
| 25 | 1157 | 2.1% |
| 24 | 877 | 1.6% |
| 23 | 770 | 1.4% |
| 22 | 656 | 1.2% |
| 21 | 625 | 1.1% |
| 20 | 566 | 1.0% |
| 19 | 547 | 1.0% |
league_match_watched_count_last_28_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6231695 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 29504 |
| Zeros (%) | 53.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5 |
| 95-th percentile | 18 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.9060546 |
|---|---|
| Coefficient of variation (CV) | 1.6300796 |
| Kurtosis | 2.1572043 |
| Mean | 3.6231695 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7593748 |
| Sum | 200412 |
| Variance | 34.881481 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 29504 | |
| 1 | 4759 | 8.6% |
| 2 | 2790 | 5.0% |
| 3 | 2007 | 3.6% |
| 4 | 1642 | 3.0% |
| 5 | 1390 | 2.5% |
| 6 | 1287 | 2.3% |
| 7 | 1087 | 2.0% |
| 8 | 1046 | 1.9% |
| 9 | 983 | 1.8% |
| Other values (17) | 8819 | 15.9% |
| Value | Count | Frequency (%) |
| 0 | 29504 | |
| 1 | 4759 | 8.6% |
| 2 | 2790 | 5.0% |
| 3 | 2007 | 3.6% |
| 4 | 1642 | 3.0% |
| 5 | 1390 | 2.5% |
| 6 | 1287 | 2.3% |
| 7 | 1087 | 2.0% |
| 8 | 1046 | 1.9% |
| 9 | 983 | 1.8% |
| Value | Count | Frequency (%) |
| 26 | 64 | 0.1% |
| 25 | 137 | 0.2% |
| 24 | 218 | 0.4% |
| 23 | 271 | |
| 22 | 299 | |
| 21 | 389 | |
| 20 | 434 | |
| 19 | 497 | |
| 18 | 566 | |
| 17 | 575 |
session_count_last_28_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 732 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.432169 |
| Minimum | 0 |
|---|---|
| Maximum | 1365 |
| Zeros | 13029 |
| Zeros (%) | 23.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 16 |
| Q3 | 89 |
| 95-th percentile | 263 |
| Maximum | 1365 |
| Range | 1365 |
| Interquartile range (IQR) | 88 |
Descriptive statistics
| Standard deviation | 101.83167 |
|---|---|
| Coefficient of variation (CV) | 1.6053632 |
| Kurtosis | 14.254607 |
| Mean | 63.432169 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 2.9778055 |
| Sum | 3508687 |
| Variance | 10369.689 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13029 | |
| 1 | 3457 | 6.2% |
| 2 | 2196 | 4.0% |
| 3 | 1406 | 2.5% |
| 4 | 1156 | 2.1% |
| 5 | 925 | 1.7% |
| 6 | 818 | 1.5% |
| 7 | 702 | 1.3% |
| 8 | 627 | 1.1% |
| 9 | 563 | 1.0% |
| Other values (722) | 30435 |
| Value | Count | Frequency (%) |
| 0 | 13029 | |
| 1 | 3457 | 6.2% |
| 2 | 2196 | 4.0% |
| 3 | 1406 | 2.5% |
| 4 | 1156 | 2.1% |
| 5 | 925 | 1.7% |
| 6 | 818 | 1.5% |
| 7 | 702 | 1.3% |
| 8 | 627 | 1.1% |
| 9 | 563 | 1.0% |
| Value | Count | Frequency (%) |
| 1365 | 1 | |
| 1342 | 1 | |
| 1291 | 1 | |
| 1279 | 1 | |
| 1275 | 1 | |
| 1188 | 1 | |
| 1173 | 1 | |
| 1162 | 1 | |
| 1158 | 1 | |
| 1127 | 1 |
playtime_last_28_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 42244 |
|---|---|
| Distinct (%) | 76.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29551777 |
| Minimum | 0 |
|---|---|
| Maximum | 1.3404787 × 109 |
| Zeros | 13029 |
| Zeros (%) | 23.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 73641.5 |
| median | 6230431 |
| Q3 | 37687108 |
| 95-th percentile | 1.3119349 × 108 |
| Maximum | 1.3404787 × 109 |
| Range | 1.3404787 × 109 |
| Interquartile range (IQR) | 37613466 |
Descriptive statistics
| Standard deviation | 52338916 |
|---|---|
| Coefficient of variation (CV) | 1.771092 |
| Kurtosis | 33.917358 |
| Mean | 29551777 |
| Median Absolute Deviation (MAD) | 6230431 |
| Skewness | 3.9566874 |
| Sum | 1.634627 × 1012 |
| Variance | 2.7393622 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13029 | 23.6% |
| 104338 | 2 | < 0.1% |
| 1158639 | 2 | < 0.1% |
| 6833560 | 2 | < 0.1% |
| 7829149 | 2 | < 0.1% |
| 1262716 | 2 | < 0.1% |
| 1313074 | 2 | < 0.1% |
| 36397933 | 2 | < 0.1% |
| 543178 | 2 | < 0.1% |
| 329955 | 2 | < 0.1% |
| Other values (42234) | 42267 |
| Value | Count | Frequency (%) |
| 0 | 13029 | |
| 894 | 1 | < 0.1% |
| 2103 | 1 | < 0.1% |
| 2569 | 2 | < 0.1% |
| 2633 | 1 | < 0.1% |
| 2658 | 1 | < 0.1% |
| 2706 | 1 | < 0.1% |
| 2790 | 1 | < 0.1% |
| 3059 | 1 | < 0.1% |
| 3085 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1340478682 | 1 | |
| 1310266523 | 1 | |
| 884749571 | 1 | |
| 859296125 | 1 | |
| 775760071 | 1 | |
| 766103461 | 1 | |
| 703368228 | 1 | |
| 700369247 | 1 | |
| 674335478 | 1 | |
| 673310929 | 1 |
| Distinct | 186 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 432.3 KiB |
Length
| Max length | 37 |
|---|---|
| Median length | 28 |
| Mean length | 7.9717612 |
| Min length | 4 |
Characters and Unicode
| Total characters | 440950 |
|---|---|
| Distinct characters | 54 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 19 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Portugal |
|---|---|
| 2nd row | Turkey |
| 3rd row | Belgium |
| 4th row | Malaysia |
| 5th row | Italy |
| Value | Count | Frequency (%) |
| indonesia | 9830 | 15.7% |
| turkey | 4563 | 7.3% |
| brazil | 3080 | 4.9% |
| united | 3055 | 4.9% |
| germany | 2722 | 4.4% |
| france | 2144 | 3.4% |
| thailand | 2096 | 3.4% |
| kingdom | 1924 | 3.1% |
| italy | 1872 | 3.0% |
| serbia | 1589 | 2.5% |
| Other values (208) | 29664 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 55535 | 12.6% |
| n | 47181 | 10.7% |
| e | 41654 | 9.4% |
| i | 39382 | 8.9% |
| r | 25656 | 5.8% |
| d | 22354 | 5.1% |
| o | 22319 | 5.1% |
| s | 16204 | 3.7% |
| l | 16030 | 3.6% |
| t | 13416 | 3.0% |
| Other values (44) | 141219 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 371690 | |
| Uppercase Letter | 61628 | 14.0% |
| Space Separator | 7225 | 1.6% |
| Other Punctuation | 406 | 0.1% |
| Dash Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 55535 | |
| n | 47181 | |
| e | 41654 | |
| i | 39382 | |
| r | 25656 | 6.9% |
| d | 22354 | 6.0% |
| o | 22319 | 6.0% |
| s | 16204 | 4.4% |
| l | 16030 | 4.3% |
| t | 13416 | 3.6% |
| Other values (16) | 71959 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 13149 | |
| T | 7004 | |
| S | 5908 | |
| B | 4718 | 7.7% |
| G | 4103 | 6.7% |
| U | 3695 | 6.0% |
| A | 2875 | 4.7% |
| F | 2722 | 4.4% |
| R | 2572 | 4.2% |
| P | 2565 | 4.2% |
| Other values (14) | 12317 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 301 | |
| ' | 105 | 25.9% |
Space Separator
| Value | Count | Frequency (%) |
| 7225 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 433318 | |
| Common | 7632 | 1.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 55535 | |
| n | 47181 | 10.9% |
| e | 41654 | 9.6% |
| i | 39382 | 9.1% |
| r | 25656 | 5.9% |
| d | 22354 | 5.2% |
| o | 22319 | 5.2% |
| s | 16204 | 3.7% |
| l | 16030 | 3.7% |
| t | 13416 | 3.1% |
| Other values (40) | 133587 |
Common
| Value | Count | Frequency (%) |
| 7225 | ||
| , | 301 | 3.9% |
| ' | 105 | 1.4% |
| - | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 440950 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 55535 | 12.6% |
| n | 47181 | 10.7% |
| e | 41654 | 9.4% |
| i | 39382 | 8.9% |
| r | 25656 | 5.8% |
| d | 22354 | 5.1% |
| o | 22319 | 5.1% |
| s | 16204 | 3.7% |
| l | 16030 | 3.6% |
| t | 13416 | 3.0% |
| Other values (44) | 141219 |
registration_platform_specific
Categorical
IMBALANCE 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 432.3 KiB |
| Android Phone | |
|---|---|
| iOS Phone | |
| Flash FB Canvas | |
| Android Tablet | 1867 |
| iOS Tablet | 1214 |
| Other values (6) | 2138 |
Length
| Max length | 24 |
|---|---|
| Median length | 13 |
| Mean length | 12.541545 |
| Min length | 9 |
Characters and Unicode
| Total characters | 693723 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Flash FB Canvas |
|---|---|
| 2nd row | Android Phone |
| 3rd row | Flash FB Canvas |
| 4th row | Android Phone |
| 5th row | iOS Phone |
Common Values
| Value | Count | Frequency (%) |
| Android Phone | 35859 | |
| iOS Phone | 9896 | 17.9% |
| Flash FB Canvas | 4340 | 7.8% |
| Android Tablet | 1867 | 3.4% |
| iOS Tablet | 1214 | 2.2% |
| UniversalWindows PC | 724 | 1.3% |
| WebGL FB Canvas | 702 | 1.3% |
| WebGL TE Site | 489 | 0.9% |
| WebGL or Flash FB Canvas | 129 | 0.2% |
| Flash TE Site | 77 | 0.1% |
Length
| Value | Count | Frequency (%) |
| phone | 45755 | |
| android | 37726 | |
| ios | 11110 | 9.5% |
| fb | 5171 | 4.4% |
| canvas | 5171 | 4.4% |
| flash | 4563 | 3.9% |
| tablet | 3081 | 2.6% |
| webgl | 1337 | 1.1% |
| universalwindows | 724 | 0.6% |
| pc | 724 | 0.6% |
| Other values (3) | 1312 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 90100 | |
| o | 84351 | |
| d | 76176 | |
| 61360 | ||
| e | 51480 | |
| i | 50867 | |
| h | 50318 | |
| P | 46479 | |
| r | 38596 | 5.6% |
| A | 37726 | 5.4% |
| Other values (18) | 106270 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 494849 | |
| Uppercase Letter | 137514 | 19.8% |
| Space Separator | 61360 | 8.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 90100 | |
| o | 84351 | |
| d | 76176 | |
| e | 51480 | |
| i | 50867 | |
| h | 50318 | |
| r | 38596 | |
| a | 18710 | 3.8% |
| s | 11182 | 2.3% |
| l | 8368 | 1.7% |
| Other values (4) | 14701 | 3.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 46479 | |
| A | 37726 | |
| S | 11693 | 8.5% |
| O | 11110 | 8.1% |
| F | 9734 | 7.1% |
| C | 5895 | 4.3% |
| B | 5171 | 3.8% |
| T | 3664 | 2.7% |
| W | 2061 | 1.5% |
| G | 1337 | 1.0% |
| Other values (3) | 2644 | 1.9% |
Space Separator
| Value | Count | Frequency (%) |
| 61360 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 632363 | |
| Common | 61360 | 8.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 90100 | |
| o | 84351 | |
| d | 76176 | |
| e | 51480 | |
| i | 50867 | |
| h | 50318 | |
| P | 46479 | |
| r | 38596 | |
| A | 37726 | |
| a | 18710 | 3.0% |
| Other values (17) | 87560 |
Common
| Value | Count | Frequency (%) |
| 61360 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 693723 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 90100 | |
| o | 84351 | |
| d | 76176 | |
| 61360 | ||
| e | 51480 | |
| i | 50867 | |
| h | 50318 | |
| P | 46479 | |
| r | 38596 | 5.6% |
| A | 37726 | 5.4% |
| Other values (18) | 106270 |
league_match_won_count_last_28_days
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 27 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.411813 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 410 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 8 |
| median | 12 |
| Q3 | 17 |
| 95-th percentile | 24 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.4030132 |
|---|---|
| Coefficient of variation (CV) | 0.51588059 |
| Kurtosis | -0.81988192 |
| Mean | 12.411813 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.26602051 |
| Sum | 686547 |
| Variance | 40.998578 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 3639 | 6.6% |
| 10 | 3578 | 6.5% |
| 8 | 3411 | 6.2% |
| 11 | 3261 | 5.9% |
| 12 | 3016 | 5.5% |
| 7 | 2988 | 5.4% |
| 13 | 2672 | 4.8% |
| 6 | 2650 | 4.8% |
| 14 | 2395 | 4.3% |
| 5 | 2240 | 4.0% |
| Other values (17) | 25464 |
| Value | Count | Frequency (%) |
| 0 | 410 | 0.7% |
| 1 | 799 | 1.4% |
| 2 | 1257 | 2.3% |
| 3 | 1507 | |
| 4 | 1786 | |
| 5 | 2240 | |
| 6 | 2650 | |
| 7 | 2988 | |
| 8 | 3411 | |
| 9 | 3639 |
| Value | Count | Frequency (%) |
| 26 | 715 | 1.3% |
| 25 | 1040 | |
| 24 | 1254 | |
| 23 | 1526 | |
| 22 | 1609 | |
| 21 | 1777 | |
| 20 | 1785 | |
| 19 | 1828 | |
| 18 | 1927 | |
| 17 | 2049 |
training_count_last_28_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 1171 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.107694 |
| Minimum | 0 |
|---|---|
| Maximum | 7443 |
| Zeros | 19207 |
| Zeros (%) | 34.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 11 |
| Q3 | 63 |
| 95-th percentile | 215 |
| Maximum | 7443 |
| Range | 7443 |
| Interquartile range (IQR) | 63 |
Descriptive statistics
| Standard deviation | 188.28828 |
|---|---|
| Coefficient of variation (CV) | 3.0812533 |
| Kurtosis | 210.51782 |
| Mean | 61.107694 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 11.300982 |
| Sum | 3380111 |
| Variance | 35452.478 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19207 | |
| 1 | 1496 | 2.7% |
| 2 | 1220 | 2.2% |
| 3 | 1073 | 1.9% |
| 4 | 900 | 1.6% |
| 5 | 741 | 1.3% |
| 6 | 706 | 1.3% |
| 8 | 596 | 1.1% |
| 7 | 586 | 1.1% |
| 9 | 580 | 1.0% |
| Other values (1161) | 28209 |
| Value | Count | Frequency (%) |
| 0 | 19207 | |
| 1 | 1496 | 2.7% |
| 2 | 1220 | 2.2% |
| 3 | 1073 | 1.9% |
| 4 | 900 | 1.6% |
| 5 | 741 | 1.3% |
| 6 | 706 | 1.3% |
| 7 | 586 | 1.1% |
| 8 | 596 | 1.1% |
| 9 | 580 | 1.0% |
| Value | Count | Frequency (%) |
| 7443 | 1 | |
| 6866 | 1 | |
| 5349 | 1 | |
| 4943 | 1 | |
| 4883 | 1 | |
| 4795 | 1 | |
| 4607 | 1 | |
| 4130 | 1 | |
| 4078 | 1 | |
| 3917 | 1 |
global_competition_level
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6632317 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 17551 |
| Zeros (%) | 31.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 216.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8289278 |
|---|---|
| Coefficient of variation (CV) | 1.0622162 |
| Kurtosis | -0.51547738 |
| Mean | 2.6632317 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.8380647 |
| Sum | 147314 |
| Variance | 8.0028326 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17551 | |
| 1 | 10389 | |
| 2 | 4898 | 8.9% |
| 3 | 3965 | 7.2% |
| 5 | 3701 | 6.7% |
| 6 | 3651 | 6.6% |
| 7 | 3458 | 6.3% |
| 4 | 3409 | 6.2% |
| 8 | 2374 | 4.3% |
| 9 | 1327 | 2.4% |
| Other values (2) | 591 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 17551 | |
| 1 | 10389 | |
| 2 | 4898 | 8.9% |
| 3 | 3965 | 7.2% |
| 4 | 3409 | 6.2% |
| 5 | 3701 | 6.7% |
| 6 | 3651 | 6.6% |
| 7 | 3458 | 6.3% |
| 8 | 2374 | 4.3% |
| 9 | 1327 | 2.4% |
| Value | Count | Frequency (%) |
| 11 | 136 | 0.2% |
| 10 | 455 | 0.8% |
| 9 | 1327 | 2.4% |
| 8 | 2374 | |
| 7 | 3458 | |
| 6 | 3651 | |
| 5 | 3701 | |
| 4 | 3409 | |
| 3 | 3965 | |
| 2 | 4898 |
tokens_spent_last_28_days
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 1530 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121.3939 |
| Minimum | 0 |
|---|---|
| Maximum | 120233 |
| Zeros | 18799 |
| Zeros (%) | 34.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 38 |
| Q3 | 107 |
| 95-th percentile | 361 |
| Maximum | 120233 |
| Range | 120233 |
| Interquartile range (IQR) | 107 |
Descriptive statistics
| Standard deviation | 842.77553 |
|---|---|
| Coefficient of variation (CV) | 6.9424868 |
| Kurtosis | 8938.5575 |
| Mean | 121.3939 |
| Median Absolute Deviation (MAD) | 38 |
| Skewness | 75.327708 |
| Sum | 6714782 |
| Variance | 710270.59 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18799 | |
| 5 | 712 | 1.3% |
| 2 | 526 | 1.0% |
| 10 | 386 | 0.7% |
| 20 | 336 | 0.6% |
| 15 | 278 | 0.5% |
| 50 | 275 | 0.5% |
| 25 | 264 | 0.5% |
| 13 | 261 | 0.5% |
| 4 | 259 | 0.5% |
| Other values (1520) | 33218 |
| Value | Count | Frequency (%) |
| 0 | 18799 | |
| 1 | 158 | 0.3% |
| 2 | 526 | 1.0% |
| 3 | 244 | 0.4% |
| 4 | 259 | 0.5% |
| 5 | 712 | 1.3% |
| 6 | 258 | 0.5% |
| 7 | 209 | 0.4% |
| 8 | 239 | 0.4% |
| 9 | 204 | 0.4% |
| Value | Count | Frequency (%) |
| 120233 | 1 | |
| 76236 | 1 | |
| 37698 | 1 | |
| 33731 | 1 | |
| 28382 | 1 | |
| 27111 | 1 | |
| 26207 | 1 | |
| 25805 | 1 | |
| 25169 | 1 | |
| 23180 | 1 |
tokens_stash
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 1642 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113.13308 |
| Minimum | -4975 |
|---|---|
| Maximum | 744202 |
| Zeros | 1087 |
| Zeros (%) | 2.0% |
| Negative | 8 |
| Negative (%) | < 0.1% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | -4975 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 29 |
| Q3 | 73 |
| 95-th percentile | 352 |
| Maximum | 744202 |
| Range | 749177 |
| Interquartile range (IQR) | 62 |
Descriptive statistics
| Standard deviation | 3183.5504 |
|---|---|
| Coefficient of variation (CV) | 28.139873 |
| Kurtosis | 53957.111 |
| Mean | 113.13308 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 230.87115 |
| Sum | 6257843 |
| Variance | 10134993 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 1288 | 2.3% |
| 10 | 1282 | 2.3% |
| 4 | 1221 | 2.2% |
| 7 | 1199 | 2.2% |
| 11 | 1185 | 2.1% |
| 3 | 1177 | 2.1% |
| 8 | 1138 | 2.1% |
| 5 | 1133 | 2.0% |
| 6 | 1114 | 2.0% |
| 2 | 1111 | 2.0% |
| Other values (1632) | 43466 |
| Value | Count | Frequency (%) |
| -4975 | 1 | < 0.1% |
| -629 | 1 | < 0.1% |
| -391 | 1 | < 0.1% |
| -342 | 2 | < 0.1% |
| -275 | 1 | < 0.1% |
| -196 | 1 | < 0.1% |
| -10 | 1 | < 0.1% |
| 0 | 1087 | |
| 1 | 1021 | |
| 2 | 1111 |
| Value | Count | Frequency (%) |
| 744202 | 1 | |
| 20424 | 1 | |
| 16750 | 1 | |
| 14375 | 1 | |
| 12705 | 1 | |
| 12252 | 1 | |
| 10711 | 1 | |
| 10684 | 1 | |
| 9942 | 1 | |
| 7345 | 1 |
rests_stash
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2686 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 283.08352 |
| Minimum | -169 |
|---|---|
| Maximum | 32767 |
| Zeros | 514 |
| Zeros (%) | 0.9% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | -169 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 41 |
| median | 88 |
| Q3 | 243 |
| 95-th percentile | 1054 |
| Maximum | 32767 |
| Range | 32936 |
| Interquartile range (IQR) | 202 |
Descriptive statistics
| Standard deviation | 789.25096 |
|---|---|
| Coefficient of variation (CV) | 2.7880498 |
| Kurtosis | 319.29357 |
| Mean | 283.08352 |
| Median Absolute Deviation (MAD) | 65 |
| Skewness | 13.034028 |
| Sum | 15658482 |
| Variance | 622917.08 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 42 | 1216 | 2.2% |
| 43 | 1007 | 1.8% |
| 0 | 514 | 0.9% |
| 52 | 504 | 0.9% |
| 44 | 499 | 0.9% |
| 45 | 449 | 0.8% |
| 3 | 417 | 0.8% |
| 24 | 401 | 0.7% |
| 46 | 400 | 0.7% |
| 53 | 398 | 0.7% |
| Other values (2676) | 49509 |
| Value | Count | Frequency (%) |
| -169 | 1 | < 0.1% |
| 0 | 514 | |
| 1 | 155 | 0.3% |
| 2 | 146 | 0.3% |
| 3 | 417 | |
| 4 | 295 | |
| 5 | 280 | |
| 6 | 298 | |
| 7 | 376 | |
| 8 | 314 |
| Value | Count | Frequency (%) |
| 32767 | 1 | |
| 32553 | 1 | |
| 32185 | 1 | |
| 30757 | 1 | |
| 27677 | 1 | |
| 23232 | 1 | |
| 20725 | 1 | |
| 19436 | 1 | |
| 18012 | 1 | |
| 17908 | 1 |
morale_boosters_stash
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2805 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 307.08596 |
| Minimum | 0 |
|---|---|
| Maximum | 32767 |
| Zeros | 313 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 52 |
| median | 118 |
| Q3 | 281 |
| 95-th percentile | 1116 |
| Maximum | 32767 |
| Range | 32767 |
| Interquartile range (IQR) | 229 |
Descriptive statistics
| Standard deviation | 823.36249 |
|---|---|
| Coefficient of variation (CV) | 2.6812117 |
| Kurtosis | 524.00294 |
| Mean | 307.08596 |
| Median Absolute Deviation (MAD) | 82 |
| Skewness | 17.344588 |
| Sum | 16986153 |
| Variance | 677925.78 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39 | 360 | 0.7% |
| 40 | 354 | 0.6% |
| 42 | 336 | 0.6% |
| 38 | 333 | 0.6% |
| 37 | 331 | 0.6% |
| 50 | 322 | 0.6% |
| 44 | 322 | 0.6% |
| 51 | 321 | 0.6% |
| 36 | 318 | 0.6% |
| 53 | 318 | 0.6% |
| Other values (2795) | 51999 |
| Value | Count | Frequency (%) |
| 0 | 313 | |
| 1 | 208 | |
| 2 | 214 | |
| 3 | 176 | |
| 4 | 204 | |
| 5 | 183 | |
| 6 | 195 | |
| 7 | 190 | |
| 8 | 225 | |
| 9 | 193 |
| Value | Count | Frequency (%) |
| 32767 | 2 | |
| 32765 | 2 | |
| 32758 | 1 | |
| 32713 | 1 | |
| 32587 | 1 | |
| 32451 | 1 | |
| 31583 | 1 | |
| 26076 | 1 | |
| 25496 | 1 | |
| 24982 | 1 |
league_rank
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 432.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7.5 |
| Q3 | 11 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.0311653 |
|---|---|
| Coefficient of variation (CV) | 0.53748871 |
| Kurtosis | -1.2123088 |
| Mean | 7.5 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | 0 |
| Sum | 414855 |
| Variance | 16.250294 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 3951 | 7.1% |
| 1 | 3951 | 7.1% |
| 6 | 3951 | 7.1% |
| 10 | 3951 | 7.1% |
| 12 | 3951 | 7.1% |
| 7 | 3951 | 7.1% |
| 5 | 3951 | 7.1% |
| 8 | 3951 | 7.1% |
| 3 | 3951 | 7.1% |
| 4 | 3951 | 7.1% |
| Other values (4) | 15804 |
| Value | Count | Frequency (%) |
| 1 | 3951 | |
| 2 | 3951 | |
| 3 | 3951 | |
| 4 | 3951 | |
| 5 | 3951 | |
| 6 | 3951 | |
| 7 | 3951 | |
| 8 | 3951 | |
| 9 | 3951 | |
| 10 | 3951 |
| Value | Count | Frequency (%) |
| 14 | 3951 | |
| 13 | 3951 | |
| 12 | 3951 | |
| 11 | 3951 | |
| 10 | 3951 | |
| 9 | 3951 | |
| 8 | 3951 | |
| 7 | 3951 | |
| 6 | 3951 | |
| 5 | 3951 |
continent
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 432.3 KiB |
| Europe | |
|---|---|
| Asia | |
| South America | |
| Africa | |
| North America | 2045 |
| Other values (2) | 249 |
Length
| Max length | 13 |
|---|---|
| Median length | 7 |
| Mean length | 6.1480999 |
| Min length | 4 |
Characters and Unicode
| Total characters | 340076 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Europe |
|---|---|
| 2nd row | Asia |
| 3rd row | Europe |
| 4th row | Asia |
| 5th row | Europe |
Common Values
| Value | Count | Frequency (%) |
| Europe | 22468 | |
| Asia | 22114 | |
| South America | 5408 | 9.8% |
| Africa | 3030 | 5.5% |
| North America | 2045 | 3.7% |
| Oceania | 218 | 0.4% |
| Unknown | 31 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| europe | 22468 | |
| asia | 22114 | |
| america | 7453 | 11.9% |
| south | 5408 | 8.6% |
| africa | 3030 | 4.8% |
| north | 2045 | 3.3% |
| oceania | 218 | 0.3% |
| unknown | 31 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 34996 | |
| a | 33033 | |
| i | 32815 | |
| A | 32597 | |
| e | 30139 | |
| o | 29952 | |
| u | 27876 | |
| E | 22468 | |
| p | 22468 | |
| s | 22114 | |
| Other values (13) | 51618 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 269856 | |
| Uppercase Letter | 62767 | 18.5% |
| Space Separator | 7453 | 2.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 34996 | |
| a | 33033 | |
| i | 32815 | |
| e | 30139 | |
| o | 29952 | |
| u | 27876 | |
| p | 22468 | |
| s | 22114 | |
| c | 10701 | 4.0% |
| m | 7453 | 2.8% |
| Other values (6) | 18309 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 32597 | |
| E | 22468 | |
| S | 5408 | 8.6% |
| N | 2045 | 3.3% |
| O | 218 | 0.3% |
| U | 31 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 7453 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 332623 | |
| Common | 7453 | 2.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 34996 | |
| a | 33033 | |
| i | 32815 | |
| A | 32597 | |
| e | 30139 | |
| o | 29952 | |
| u | 27876 | |
| E | 22468 | |
| p | 22468 | |
| s | 22114 | |
| Other values (12) | 44165 |
Common
| Value | Count | Frequency (%) |
| 7453 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 340076 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 34996 | |
| a | 33033 | |
| i | 32815 | |
| A | 32597 | |
| e | 30139 | |
| o | 29952 | |
| u | 27876 | |
| E | 22468 | |
| p | 22468 | |
| s | 22114 | |
| Other values (13) | 51618 |
| club_id | league_id | cohort_season | avg_age_top_11_players | avg_stars_top_11_players | avg_stars_top_14_players | avg_training_factor_top_11_players | days_active_last_28_days | league_match_watched_count_last_28_days | session_count_last_28_days | playtime_last_28_days | league_match_won_count_last_28_days | training_count_last_28_days | global_competition_level | tokens_spent_last_28_days | tokens_stash | rests_stash | morale_boosters_stash | league_rank | dynamic_payment_segment | registration_platform_specific | continent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| club_id | 1.000 | -0.724 | -0.987 | 0.003 | -0.496 | -0.498 | -0.107 | -0.483 | -0.364 | -0.415 | -0.366 | -0.139 | -0.385 | -0.537 | -0.259 | -0.197 | -0.242 | -0.196 | 0.087 | 0.255 | 0.261 | 0.123 |
| league_id | -0.724 | 1.000 | 0.679 | -0.099 | 0.663 | 0.667 | -0.202 | 0.498 | 0.365 | 0.449 | 0.418 | 0.017 | 0.435 | 0.471 | 0.376 | 0.274 | 0.454 | 0.354 | 0.000 | 0.224 | 0.218 | 0.117 |
| cohort_season | -0.987 | 0.679 | 1.000 | 0.019 | 0.473 | 0.474 | 0.139 | 0.484 | 0.365 | 0.416 | 0.367 | 0.140 | 0.385 | 0.529 | 0.256 | 0.184 | 0.201 | 0.154 | -0.091 | 0.244 | 0.321 | 0.115 |
| avg_age_top_11_players | 0.003 | -0.099 | 0.019 | 1.000 | -0.115 | -0.110 | -0.047 | -0.150 | -0.155 | -0.176 | -0.182 | -0.170 | -0.215 | -0.157 | -0.191 | -0.143 | -0.100 | -0.144 | 0.122 | 0.073 | 0.057 | 0.029 |
| avg_stars_top_11_players | -0.496 | 0.663 | 0.473 | -0.115 | 1.000 | 0.998 | -0.433 | 0.746 | 0.642 | 0.751 | 0.742 | 0.242 | 0.737 | 0.580 | 0.703 | 0.191 | 0.204 | 0.228 | -0.311 | 0.298 | 0.112 | 0.084 |
| avg_stars_top_14_players | -0.498 | 0.667 | 0.474 | -0.110 | 0.998 | 1.000 | -0.444 | 0.746 | 0.643 | 0.750 | 0.741 | 0.238 | 0.735 | 0.577 | 0.698 | 0.191 | 0.202 | 0.224 | -0.310 | 0.302 | 0.120 | 0.088 |
| avg_training_factor_top_11_players | -0.107 | -0.202 | 0.139 | -0.047 | -0.433 | -0.444 | 1.000 | -0.261 | -0.204 | -0.273 | -0.289 | 0.039 | -0.218 | -0.086 | -0.360 | 0.122 | -0.057 | -0.058 | 0.125 | 0.065 | 0.029 | 0.027 |
| days_active_last_28_days | -0.483 | 0.498 | 0.484 | -0.150 | 0.746 | 0.746 | -0.261 | 1.000 | 0.826 | 0.969 | 0.945 | 0.529 | 0.890 | 0.596 | 0.821 | 0.102 | 0.005 | 0.065 | -0.514 | 0.219 | 0.095 | 0.075 |
| league_match_watched_count_last_28_days | -0.364 | 0.365 | 0.365 | -0.155 | 0.642 | 0.643 | -0.204 | 0.826 | 1.000 | 0.863 | 0.862 | 0.548 | 0.801 | 0.537 | 0.728 | 0.073 | -0.060 | 0.019 | -0.511 | 0.203 | 0.051 | 0.040 |
| session_count_last_28_days | -0.415 | 0.449 | 0.416 | -0.176 | 0.751 | 0.750 | -0.273 | 0.969 | 0.863 | 1.000 | 0.979 | 0.554 | 0.914 | 0.601 | 0.848 | 0.087 | -0.016 | 0.063 | -0.539 | 0.181 | 0.033 | 0.031 |
| playtime_last_28_days | -0.366 | 0.418 | 0.367 | -0.182 | 0.742 | 0.741 | -0.289 | 0.945 | 0.862 | 0.979 | 1.000 | 0.542 | 0.925 | 0.589 | 0.863 | 0.060 | -0.047 | 0.037 | -0.540 | 0.131 | 0.029 | 0.009 |
| league_match_won_count_last_28_days | -0.139 | 0.017 | 0.140 | -0.170 | 0.242 | 0.238 | 0.039 | 0.529 | 0.548 | 0.554 | 0.542 | 1.000 | 0.520 | 0.375 | 0.465 | -0.023 | -0.184 | -0.019 | -0.464 | 0.141 | 0.043 | 0.021 |
| training_count_last_28_days | -0.385 | 0.435 | 0.385 | -0.215 | 0.737 | 0.735 | -0.218 | 0.890 | 0.801 | 0.914 | 0.925 | 0.520 | 1.000 | 0.597 | 0.821 | 0.102 | -0.034 | 0.058 | -0.508 | 0.053 | 0.016 | 0.000 |
| global_competition_level | -0.537 | 0.471 | 0.529 | -0.157 | 0.580 | 0.577 | -0.086 | 0.596 | 0.537 | 0.601 | 0.589 | 0.375 | 0.597 | 1.000 | 0.522 | 0.108 | 0.069 | 0.158 | -0.300 | 0.197 | 0.063 | 0.064 |
| tokens_spent_last_28_days | -0.259 | 0.376 | 0.256 | -0.191 | 0.703 | 0.698 | -0.360 | 0.821 | 0.728 | 0.848 | 0.863 | 0.465 | 0.821 | 0.522 | 1.000 | -0.003 | -0.032 | 0.059 | -0.475 | 0.072 | 0.009 | 0.000 |
| tokens_stash | -0.197 | 0.274 | 0.184 | -0.143 | 0.191 | 0.191 | 0.122 | 0.102 | 0.073 | 0.087 | 0.060 | -0.023 | 0.102 | 0.108 | -0.003 | 1.000 | 0.483 | 0.371 | 0.004 | 0.042 | 0.025 | 0.000 |
| rests_stash | -0.242 | 0.454 | 0.201 | -0.100 | 0.204 | 0.202 | -0.057 | 0.005 | -0.060 | -0.016 | -0.047 | -0.184 | -0.034 | 0.069 | -0.032 | 0.483 | 1.000 | 0.678 | 0.146 | 0.044 | 0.056 | 0.017 |
| morale_boosters_stash | -0.196 | 0.354 | 0.154 | -0.144 | 0.228 | 0.224 | -0.058 | 0.065 | 0.019 | 0.063 | 0.037 | -0.019 | 0.058 | 0.158 | 0.059 | 0.371 | 0.678 | 1.000 | 0.046 | 0.054 | 0.049 | 0.015 |
| league_rank | 0.087 | 0.000 | -0.091 | 0.122 | -0.311 | -0.310 | 0.125 | -0.514 | -0.511 | -0.539 | -0.540 | -0.464 | -0.508 | -0.300 | -0.475 | 0.004 | 0.146 | 0.046 | 1.000 | 0.112 | 0.023 | 0.011 |
| dynamic_payment_segment | 0.255 | 0.224 | 0.244 | 0.073 | 0.298 | 0.302 | 0.065 | 0.219 | 0.203 | 0.181 | 0.131 | 0.141 | 0.053 | 0.197 | 0.072 | 0.042 | 0.044 | 0.054 | 0.112 | 1.000 | 0.180 | 0.102 |
| registration_platform_specific | 0.261 | 0.218 | 0.321 | 0.057 | 0.112 | 0.120 | 0.029 | 0.095 | 0.051 | 0.033 | 0.029 | 0.043 | 0.016 | 0.063 | 0.009 | 0.025 | 0.056 | 0.049 | 0.023 | 0.180 | 1.000 | 0.126 |
| continent | 0.123 | 0.117 | 0.115 | 0.029 | 0.084 | 0.088 | 0.027 | 0.075 | 0.040 | 0.031 | 0.009 | 0.021 | 0.000 | 0.064 | 0.000 | 0.000 | 0.017 | 0.015 | 0.011 | 0.102 | 0.126 | 1.000 |
| season | club_id | league_id | dynamic_payment_segment | cohort_season | avg_age_top_11_players | avg_stars_top_11_players | avg_stars_top_14_players | avg_training_factor_top_11_players | days_active_last_28_days | league_match_watched_count_last_28_days | session_count_last_28_days | playtime_last_28_days | registration_country | registration_platform_specific | league_match_won_count_last_28_days | training_count_last_28_days | global_competition_level | tokens_spent_last_28_days | tokens_stash | rests_stash | morale_boosters_stash | league_rank | continent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 173 | 6042825 | 2912348 | 2) Minnow | 134 | 25 | 5.255151 | 4.483009 | 1.778801 | 25 | 10 | 271 | 81281642 | Portugal | Flash FB Canvas | 24 | 435 | 11 | 598 | 245 | 186 | 818 | 2 | Europe |
| 1 | 173 | 9620967 | 2912140 | 2) Minnow | 28 | 23 | 4.962521 | 4.785648 | -0.002687 | 28 | 9 | 119 | 58448442 | Turkey | Android Phone | 19 | 58 | 7 | 269 | 0 | 35 | 24 | 2 | Asia |
| 2 | 173 | 6045474 | 2912933 | 4) Whale | 136 | 23 | 11.105782 | 10.511133 | 0.628794 | 28 | 22 | 210 | 134640047 | Belgium | Flash FB Canvas | 26 | 116 | 8 | 23180 | 369 | 444 | 4933 | 1 | Europe |
| 3 | 173 | 14187773 | 2910371 | 0) NonPayer | 2 | 21 | 4.164848 | 4.023486 | 0.551904 | 12 | 0 | 18 | 12143308 | Malaysia | Android Phone | 11 | 22 | 2 | 41 | 43 | 213 | 126 | 6 | Asia |
| 4 | 173 | 13694853 | 2907632 | 0) NonPayer | 5 | 22 | 3.031939 | 2.926029 | 0.690544 | 0 | 0 | 0 | 0 | Italy | iOS Phone | 9 | 0 | 4 | 0 | 16 | 100 | 147 | 10 | Europe |
| 5 | 173 | 5990762 | 2912548 | 0) NonPayer | 104 | 23 | 5.165491 | 5.014962 | 0.508691 | 28 | 6 | 113 | 52316063 | Italy | iOS Phone | 18 | 66 | 3 | 117 | 32 | 52 | 28 | 2 | Europe |
| 6 | 173 | 14223642 | 2911299 | 2) Minnow | 2 | 23 | 5.331697 | 5.165514 | 0.260603 | 25 | 11 | 176 | 115438831 | Cambodia | iOS Phone | 21 | 105 | 6 | 313 | 19 | 48 | 27 | 2 | Asia |
| 7 | 173 | 11709507 | 2910371 | 0) NonPayer | 16 | 24 | 3.881236 | 3.727657 | 0.587786 | 1 | 1 | 1 | 2438713 | Indonesia | Android Phone | 12 | 2 | 0 | 9 | 25 | 97 | 181 | 12 | Asia |
| 8 | 173 | 14492950 | 2905919 | 0) NonPayer | 1 | 27 | 4.307879 | 4.078724 | 0.442616 | 7 | 5 | 25 | 15506003 | Algeria | Android Phone | 6 | 22 | 1 | 78 | 4 | 6 | 66 | 7 | Africa |
| 9 | 173 | 14436853 | 2906383 | 0) NonPayer | 1 | 22 | 3.757782 | 3.536762 | 0.611114 | 3 | 0 | 9 | 5814384 | Spain | Android Phone | 14 | 12 | 0 | 47 | 39 | 31 | 66 | 5 | Europe |
| season | club_id | league_id | dynamic_payment_segment | cohort_season | avg_age_top_11_players | avg_stars_top_11_players | avg_stars_top_14_players | avg_training_factor_top_11_players | days_active_last_28_days | league_match_watched_count_last_28_days | session_count_last_28_days | playtime_last_28_days | registration_country | registration_platform_specific | league_match_won_count_last_28_days | training_count_last_28_days | global_competition_level | tokens_spent_last_28_days | tokens_stash | rests_stash | morale_boosters_stash | league_rank | continent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55304 | 173 | 14288471 | 2907355 | 2) Minnow | 2 | 25 | 4.679042 | 4.612371 | 0.439115 | 26 | 5 | 142 | 108773302 | Brazil | Android Phone | 24 | 54 | 1 | 147 | 4 | 23 | 7 | 2 | South America |
| 55305 | 173 | 12376486 | 2912392 | 0) NonPayer | 11 | 25 | 4.806133 | 4.643391 | 0.489918 | 28 | 10 | 162 | 64578060 | Jordan | Android Phone | 17 | 81 | 1 | 52 | 28 | 17 | 10 | 4 | Asia |
| 55306 | 173 | 14335735 | 2908747 | 0) NonPayer | 1 | 23 | 4.565115 | 4.446571 | 0.421821 | 3 | 0 | 5 | 2171933 | France | iOS Tablet | 2 | 9 | 0 | 90 | 40 | 279 | 225 | 5 | Europe |
| 55307 | 173 | 14390385 | 2908404 | 0) NonPayer | 1 | 23 | 4.898182 | 4.759543 | 0.414504 | 10 | 2 | 47 | 20124926 | Egypt | Android Phone | 11 | 60 | 1 | 135 | 8 | 8 | 195 | 5 | Africa |
| 55308 | 173 | 13830216 | 2910758 | 0) NonPayer | 4 | 25 | 4.470218 | 4.167733 | 0.323581 | 0 | 0 | 0 | 0 | France | iOS Phone | 4 | 0 | 0 | 0 | 18 | 1016 | 38 | 7 | Europe |
| 55309 | 173 | 14278145 | 2906514 | 0) NonPayer | 2 | 25 | 4.160909 | 3.948086 | 0.503241 | 11 | 2 | 28 | 18536739 | Switzerland | iOS Phone | 13 | 25 | 0 | 42 | 10 | 25 | 37 | 1 | Europe |
| 55310 | 173 | 14309556 | 2906913 | 2) Minnow | 2 | 21 | 4.244145 | 3.762286 | 0.664514 | 28 | 25 | 383 | 319296693 | France | iOS Phone | 25 | 167 | 0 | 214 | 158 | 358 | 256 | 1 | Europe |
| 55311 | 173 | 14455654 | 2905985 | 0) NonPayer | 1 | 21 | 4.000158 | 3.753276 | 0.507620 | 6 | 2 | 27 | 10648296 | France | iOS Tablet | 14 | 17 | 0 | 73 | 11 | 70 | 57 | 11 | Europe |
| 55312 | 173 | 13623733 | 2910437 | 0) NonPayer | 5 | 24 | 4.582158 | 4.461391 | 0.664767 | 28 | 13 | 121 | 70077991 | Morocco | Android Phone | 22 | 80 | 4 | 90 | 65 | 109 | 150 | 5 | Africa |
| 55313 | 173 | 11719971 | 2910381 | 0) NonPayer | 16 | 23 | 5.176582 | 4.762305 | 0.640298 | 1 | 0 | 1 | 604376 | Greece | Android Phone | 6 | 2 | 6 | 50 | 24 | 17 | 354 | 9 | Europe |